Synthetic Data Augmentation

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24 papers in the last four weeks, up 85% on the four weeks before. 0.2% of all new papers.

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  1. BAC-JEPA: Label-Efficient Breast Arterial Calcification Segmentation via Synthetic Mammography-Guided Supervision

    Jun 20, 2026Scott Chase Waggener, Lakshman TamilSynthetic Data AugmentationMedical Imaging

    Department of Computer Engineering University of Texas at Dallas Richardson, TX

  2. Generating Public Health Responses using Survey-Augmented Large Language Models

    Jun 20, 2026Leonardo Marciaga, Thuyen Pham, Julia Rezvani +4Synthetic Data AugmentationSynthetic Data Generation

    Illinois Institute of Technology · University of Massachusetts Amherst · Portland State University +4

  3. Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization

    Jun 19, 2026Zhipeng Xu, De Cheng, Xinyang Jiang +3Synthetic Data AugmentationAdversarial Prompt Generation

    Xidian University · Microsoft Research Asia · Chongqing University of Posts and Telecommunications

  4. VT-DUDA: Visual Token Conditioning for Diffusion-guided Unsupervised Domain Adaptation

    Jun 19, 2026Xuan Qi, Daniele Berardini, Dario Serez +2Synthetic Data AugmentationUnsupervised Domain Adaptation

    AI for Good (AIGO), Istituto Italiano di Tecnologia · DITEN, University of Genoa · MaLGa, DIBRIS, University of Genoa +1

  5. DisSpeech: Low-Resource Controllable Mandarin Stuttered Speech Synthesis for ASR Augmentation

    Jun 19, 2026Yao LuSynthetic Data AugmentationTTS Synthesis

    TMCC, College of Computer Science, Nankai University, Tianjin, China

  6. 2D Versus 3D Diffusion for In Silico Training of Interventional X-ray AI Models

    Jun 19, 2026Sampath Rapuri, Jeremy Ko, Benjamin D. Killeen +2Synthetic Data AugmentationMedical Imaging

    Johns Hopkins University, Baltimore, MD 21218, USA

  7. Reconstructing Randomly Masked Spectra Helps DNNs Identify Discriminant Wavenumbers

    Jun 19, 2026Yingying Wu, Jinchao Liu, Yan Wang +3Synthetic Data AugmentationMasked Autoencoders

    Institute of Robotics and Automatic Information System (IRAIS), College of Artificial Intelligence, Nankai University, China · VisionMetric Ltd, Canterbury, Kent, UK · School of Physics and Astronomy, University of Kent, UK +1

  8. Few-Shot Hyperspectral Aphid Detection via FastGAN Synthetic Data Generation, Transformer-Based Classification and Explainable AI

    Jun 19, 2026Ali SaeidanAgricultural Image AnalysisSynthetic Data Augmentation

    Lancaster Medical School, Faculty of Health and Medicine, Lancaster University, Lancaster LA1 4YG, United Kingdom

  9. Object-Centric Dataset Resources for Constrained-Data Image Generation and Augmentation

    Jun 19, 2026Vasile Marian, Yong-Bin Kang, Alexander BudderySynthetic Data AugmentationImage Generation

    The University of Queensland Brisbane, Australia · Swinburne University of Technology Melbourne, Australia

  10. One Image is All You Need: Agentic One-Shot Image Generation via Text-Based World Models for Long-Tail Spatial Perception

    Jun 18, 2026Keqin Zeng, Shuting Su, Shihao Lin +2Synthetic Data AugmentationWorld Models

    Tsinghua University · SenseTime Research · Sun Yat-Sen University +1

  11. FrozenDrive: Zero-Shot Text-Guided Driving Scene Generation and Data Augmentation with Parameter-Free Frozen Diffusion Model

    Jun 18, 2026Yuhwan Jeong, Hyeonseong Kim, Daehyun We +5Synthetic Data AugmentationVideo Diffusion Models

    KAIST, Visual Intelligence Lab

  12. Low-Burden Data Augmentation for Dysarthric ASR via Zero-Shot Voice Cloning

    Jun 18, 2026Satwinder Singh, Qianli Wang, Zihan Zhong +4Synthetic Data AugmentationAutomatic Speech Recognition

    DeepNet Discovery Network, University of Auckland, New Zealand · University of Illinois Urbana-Champaign, USA

  13. A Controlled Benchmark of Quantum-Latent GAN Augmentation for Brain MRI

    Jun 17, 2026Syed Mujtaba Haider, Silvia FiginiSynthetic Data AugmentationQuantum Generative Modeling

    Department of Political and Social Sciences, University of Pavia, Pavia, Italy

  14. Fuzzy-Geometric Branch-Point Modeling for Structure-Aware Augmentation of Handwritten Chinese Characters

    Jun 17, 2026Dongbin Jiao, Yibo Lyu, Qiulu Wei +3Synthetic Data AugmentationData Augmentation

    School of Information Science and Engineering, Lanzhou University, Lanzhou, 730000, P. R. China · Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, 518055, P. R. China

  15. SAMA: Semantic Anchor-aligned Augmentation for Unified Low-Resource Multimodal Information Extraction

    Jun 17, 2026Quanjiang Guo, Chong Mu, Jiazhou Pan +4Relation ExtractionNamed Entity Recognition

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China

  16. Rethinking Text-to-Image as Semantic-Aware Data Augmentation for Indoor Scene Recognition

    Jun 17, 2026Trong-Vu Hoang, Quang-Binh Nguyen, Dinh-Khoi Vo +3Synthetic Data AugmentationAI-Generated Image Detection

    University of Science, VNU-HCM, Vietnam · Vietnam National University, Ho Chi Minh City, Vietnam

  17. Structural MRI Synthesis for Alzheimer's Disease via Conditional Diffusion on Anatomical Masks

    Jun 16, 2026Muge Zhang, Muhammad Ali Khaliq, Jamal Alsakran +2Synthetic Data AugmentationAlzheimer's Disease

    Fairleigh Dickinson University, Vancouver, BC, Canada · University of Colorado at Colorado Springs, Colorado Springs, CO, USA

  18. ArtBoost: Synthetic Articulatory Data Augmentation for Acoustic-to-Articulatory Inversion

    Jun 15, 2026Hyung Kyu Kim, Byungchan Hwang, Hak Gu KimSynthetic Data AugmentationData Augmentation

    Department of Imaging Science and Arts, Chung-Ang University, South Korea · Department of Metaverse Convergence, Chung-Ang University, South Korea

  19. Improving Code-Switching ASR with Code-Mixing Guided Synthetic Speech

    Jun 14, 2026Yue Heng Yeo, Haoyang Li, Yizhou Peng +6Code-Switching Speech RecognitionSynthetic Data Augmentation

    College of Computing and Data Science, Nanyang Technological University, Singapore · HLT-COE & CLSP, Johns Hopkins University, USA · Institute for Infocomm Research (I2R), A⋆STAR, Singapore +1

  20. DenseControl: Instance-Level Controllable Synthesis of Dense Crowd Image

    Jun 14, 2026Juncheng Wang, Lei Shang, Wang Lu +2Synthetic Data AugmentationImage Generation

    department of Biomedical Engineering, the Hong Kong Polytechnic University, Hong Kong · Tongyi lab, Alibaba Group, Hangzhou, China · Tsinghua University, Beijing, China +1

  21. Open Annotations and Synthetic Data for Field Localisation in Indian Bank Cheques

    Jun 14, 2026Jaganadh GopinadhanSynthetic Data AugmentationSynthetic Data Generation

  22. Texture-Shape Bias Balancing for Robust Synthetic-to-Real Semantic Segmentation in Automotive NIR Imagery

    Jun 13, 2026Felix Stillger, Ben Hamscher, Lukas Hahn +3Synthetic-to-Real Domain AdaptationSynthetic Data Augmentation

    University of Wuppertal, Germany · Heinrich Heine University Düsseldorf, Germany · Aptiv, Germany +1

  23. A Qualitative Review of GenAI-Based Methods for Data Generation and Augmentation in Industrial Computer Vision Applications

    Jun 12, 2026Paul Koch, Paul Hofmann, Ferdinand Waßelewsky +3Synthetic Data AugmentationSynthetic Data Generation

    Fraunhofer IPK pascalstraße 8-9, Berlin,Germany · Hamburg University of Applied Sciences (HAW Hamburg) Stiftstraße 69, Hamburg, Germany · Technical University Berlin (Tu-Berlin)Jun pascalstraße 8-9, Berlin, Germany

  24. Pix2Pix-Hybrid: Structure-Guided Conditional Synthesis of Hajj Crowd Images with Multi-Channel Conditioning and Weak Attribute Supervision

    Jun 12, 2026Amirah F. Alshammari, Bander A. Alzahrani, Nahed A. AlowidiSynthetic Data AugmentationConditional Image Generation

    Information Systems Department, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia · Computer Science Department, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia

  25. Revisiting Vehicle Color Recognition in Long-Tailed Surveillance Scenarios

    Jun 11, 2026Vinícius Orrú, Bruno H. Foggiatto, Gabriel E. Lima +2Synthetic Data AugmentationLong-Tailed Classification

    Pontifical Catholic University of Paraná, Curitiba, Brazil · National High Court of Brazil, Brasília, Brazil · Federal University of Paraná, Curitiba, Brazil

  26. DeepJEB++: Foundation Model-Driven Large-Scale 3D Engineering Dataset via 2D Latent Space Augmentation

    Jun 11, 2026Soyoung Yoo, Leekyo Jeong, Jinsu Ra +4Synthetic Data Augmentation3D Mesh Generation

    Cho Chun Shik Graduate School of Mobility, Korea Advanced Institute of Science and Technology, Daejeon 34051, Republic of Korea · Department of Mechanical Engineering, Hanyang University, Ansan 15588, Republic of Korea · Narnia Labs, Daejeon 34051, Republic of Korea

  27. Pipette: An Embodied Simulation Platform, Benchmark, and Data-Efficient Augmentation Framework for Wet-Lab Robotics

    Jun 11, 2026Zhe Liu, Huanbo Jin, Zhaohui Du +10Synthetic Data AugmentationRobotics Simulation

    Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China · Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, China · AI for Science Center, Shanghai AI Laboratory, Shanghai, CN +1

  28. Comprehensive pKa Data Augmentation from Limited Real Data through an Engineered Models-Quantum Framework

    Jun 10, 2026Wang Rui, Liu DinghaoSynthetic Data AugmentationQuantum Annealing

    Department of Chemistry, Tsinghua University, Beijing 100084, P. R. China · Department of Chemical Engineering, Tsinghua University, Beijing 100084, P. R. China · School of Science, China Pharmaceutical University, Nanjing 211198, P. R. China

  29. Corpus Augmentation for Sign Language Translation via LLM-Guided Video Stitching

    Jun 10, 2026Zsolt Robotka, Ádám Rák, Jalal Al-Afandi +2Synthetic Data AugmentationSign Language Translation

    Peter Pazmany Catholic University, Faculty of Information Technology and Bionics, Budapest, Hungary · DeepSign Technologies Ltd., Budapest, Hungary

  30. A Systematic Approach for Selecting Trajectories for Data Augmentation

    Jun 9, 2026Adam NordlingSynthetic Data AugmentationData Augmentation